Neeraj is the founder of Notifire and oversees the editorial standards every briefing is held to. He set the publication's structured briefing format, the source-trust rubric, and the AI-assistance disclosure policy. Outside Notifire, he writes about cloud platforms, container orchestration, and the operational practices engineering teams adopt to keep production systems reliable at scale.
Cloudflare tested Anthropic's security-focused AI model, Mythos Preview, on its own infrastructure. As part of Project Glasswing, they used the model to scan over fifty internal code repositories to identify potential vulnerabilities and understand how attackers might leverage similar advanced AI tools in the future.
A California jury has unanimously dismissed Elon Musk's lawsuit against OpenAI and its co-founders. The court ruled that Musk's claims, which alleged mistreatment by his former partners, were filed too late, bringing a decisive end to this specific legal battle between the tech figures.
Lawyers in a defamation case against Meta may face sanctions for using AI-generated fake legal citations. The lawsuit, filed over a critical post in a Facebook group, was dismissed. The incident highlights the professional risks of using AI tools without proper verification and oversight.
A developer created a script to monitor daily usage quotas for Claude, Codex, and Gemini from a single place. The tool runs hourly, collecting data from all three services and writing it to a JSON file to prevent unexpected lockouts when hitting rate limits during coding tasks.
A U.S. jury has ruled against Elon Musk in his lawsuit against OpenAI. The court found that Musk waited too long to claim the company had betrayed its original nonprofit mission. The verdict is a key moment for the future of AI, though Musk may still appeal the decision.
Google is reportedly developing a new AI agent named Remy, designed to perform actions on a user's behalf. According to unconfirmed reports, Remy is being tested internally with Gemini and can integrate with other Google services. The company has not officially commented on the project's existence.
AI company Anthropic has acquired Stainless, a New York-based developer tools startup. As part of the deal, Stainless will wind down its hosted products. The startup's tools were used by major tech companies, including competitors like OpenAI, Google, and Cloudflare, to streamline development processes.
Employees are increasingly using unapproved AI tools, creating security risks. A new guide outlines a five-step approach for companies to manage this "shadow AI." The goal is to establish practical governance and security policies without hindering employee productivity or innovation, balancing control with enablement for teams.
Researchers have developed a new attack called CrossMPI that targets multimodal AI models. It uses nearly invisible changes in images to manipulate how the AI interprets both visual and text inputs. This technique bypasses safety measures without altering the original text prompt, creating new security risks.
GitLab explains how AI coding agents like Codex can accelerate bug fixing. These tools operate within the terminal to read code, suggest solutions, and run commands. While AI speeds up the initial coding, the full development lifecycle—including reviews and CI/CD pipelines—still requires human oversight.
INTERPOL coordinated a major cybercrime operation across 13 countries in the Middle East and North Africa. The initiative, which ran from October 2025 to February 2026, resulted in 201 arrests and the identification of 382 additional suspects, aiming to dismantle malicious infrastructure in the region.
OpenAI and Dell have partnered to offer Codex, an AI coding assistant, for on-premise and hybrid cloud environments. The collaboration aims to help large enterprises securely deploy AI-powered development tools within their own infrastructure, giving them more control over their data and workflows.
A Windows vulnerability in the Cloud Filter driver, thought to be patched six years ago, is still exploitable. A security researcher has demonstrated a new method to exploit the flaw, allowing an attacker to gain full SYSTEM-level privileges on an affected machine.
AI safety and research company Anthropic has acquired Stainless, a product design and engineering firm. The Stainless team, including its co-founders, will join Anthropic to help scale its enterprise offerings and accelerate the development of its AI products, including the Claude model family.
AI presents both opportunities and significant risks for growing businesses. Cybercriminals are leveraging AI to launch more effective and targeted attacks. For example, AI-automated phishing has proven to be 4.5 times more effective than traditional methods, creating new challenges for business leaders balancing growth and security.
AI is making software development faster by generating code and enabling continuous testing. However, this increased speed isn't leading to better business results. The traditional, step-by-step development process is becoming obsolete, replaced by a more compressed, continuous learning model that needs a new approach.
A recently leaked malware kit named "Shai-Hulud" is now being used in a new campaign targeting the npm registry. Attackers are publishing infected packages to steal sensitive information from developers' systems, including credentials and cryptocurrency wallets. This highlights the ongoing risk of software supply chain attacks.
The US Commodity Futures Trading Commission (CFTC) is intensifying its surveillance of prediction markets. The agency is using AI, blockchain tracing, and other advanced tools to detect and prevent insider trading and market manipulation, including monitoring US traders accessing offshore platforms through VPNs.
Standard Retrieval-Augmented Generation (RAG) struggles with complex enterprise data like supply chains. While vector search finds similar text, it misses crucial relationships. Graph-enhanced RAG is emerging as a superior method, helping AI understand structure and answer multi-step questions more effectively.
The latest Visual Studio Code update introduces several enhancements, including a more context-aware Copilot for AI-assisted coding. It also adds voice-to-text dictation, improved debugging with conditional logpoints, and new accessibility audio cues. These changes aim to streamline workflows and improve the overall developer experience.
